US5615234A - Digital high-pass filter having baseline restoration means - Google Patents
Digital high-pass filter having baseline restoration means Download PDFInfo
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- US5615234A US5615234A US08/246,185 US24618594A US5615234A US 5615234 A US5615234 A US 5615234A US 24618594 A US24618594 A US 24618594A US 5615234 A US5615234 A US 5615234A
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- H—ELECTRICITY
- H03—ELECTRONIC CIRCUITRY
- H03H—IMPEDANCE NETWORKS, e.g. RESONANT CIRCUITS; RESONATORS
- H03H17/00—Networks using digital techniques
- H03H17/02—Frequency selective networks
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- This invention relates to high-pass filters, and, more particularly, to a digital high-pass filter having means for restoring a filtered output signal to a zero volt baseline.
- Low-pass filters are used to pass the spectral components of a signal that are below a cutoff frequency of the low-pass filter while attenuating spectral components that are above the cutoff frequency.
- high-pass filters are used to pass the spectral components of a signal that are above a cutoff frequency while attenuating spectral components that are below the cutoff frequency.
- Band-pass filters are used to pass the spectral components of a signal falling within a predetermined range of frequencies while attenuating the frequency components above and below that range.
- a digital low-pass filter can be easily derived by modeling the step response of an analog low-pass filter. Basically, the output of the low-pass filter changes by a magnitude equal to the exponential decay during the time between successive samples from the value of the prior output sample to the current input value.
- step response of an analog low-pass filter can be easily modeled to provide a digital low-pass filter, it is substantially more difficult and processor intensive to implement a digital high-pass filter.
- it has been relatively simple to implement a digital low-pass filter with modest processing requirements it has not been heretofore possible to easily implement a digital high-pass filter without requiting substantially more processing power.
- a fast response low-pass filter formed by first and second low-pass filters each of which receive a common input signal and output a respective output signal.
- the first filter has a relatively high cutoff frequency so that it accurately follows the input signal but fails to significantly attenuate tipple.
- the second filter has a cutoff frequency that is changed from a relatively low frequency to a relatively high frequency in response to a control signal. When the cutoff frequency of the second filter is relatively low it effectively attenuates tipple, although it may not always respond fast enough to accurately follow the input signal.
- the cutoff frequency of the second filter When the cutoff frequency of the second filter is relatively high it, like the first filter, fails to significantly attenuate tripple, although it accurately follows the input signal.
- a comparator connected to the first and second filters compares the respective values of the first and second output signals to each other and generates the control signal when their difference exceeds a predetermined value.
- the fast response low-pass filter has a relatively low cutoff frequency to attenuate tipple until the input signal changes at a sufficient rate to cause the comparator to generate the control signal.
- the response time of the second filter then changes to the relatively high cutoff frequency so that it can accurately follow the input signal.
- the fast response low-pass filter may be implemented using either analog circuitry or digital filtering techniques.
- the comparator may generate the control signal to change the cutoff frequency from the relatively low frequency to the relatively high frequency when the difference between the first and second output signals is greater than a first predetermined value. Similarly, the comparator may terminate the control signal to change the cutoff frequency from the relatively high frequency to the relatively low frequency when the difference between the first and second output signals is within a second predetermined value.
- the first predetermined value may be greater than the second predetermined value to provide hysteresis to the changing of the cutoff frequency between the relatively high frequency and the relatively low frequency.
- FIG. 1 is a waveform diagram of a signal that can be advantageously filtered with the inventive high-pass filter.
- FIG. 2 is a waveform diagram showing the waveform of FIG. 1 along with low-pass filtered and high-pass filtered versions of the input waveform.
- FIG. 3A is a schematic of a typical low-pass filter.
- FIG. 3B is a waveform diagram showing the waveforms input to and output from the filter of FIG. 3A.
- FIG. 4 is a waveform diagram showing the manner in which the sampling of a waveform approximates a series of voltage steps.
- FIG. 5 is a schematic of a typical high-pass filter.
- FIG. 6 is a block diagram of a presently preferred embodiment of the inventive high-pass filter.
- FIG. 7 is a flowchart of the software used to control a processor used in the embodiment of FIG. 6.
- FIG. 1 An example of a signal that can be advantageously filtered with the inventive filter is illustrated in FIG. 1.
- the signal is shown with a relatively low amplitude AC component riding on a substantially larger DC component, known as a "baseline".
- the baseline initially drifts upwardly and then downwardly.
- the spectral components of this relatively slow drift can be well below the cutoff frequency of a high-pass filter that can be used to pass the AC components.
- the baseline undergoes a substantial and very rapid shift.
- FIG. 2 The response of a low-pass filter and a high-pass filter to the input signal of FIG. 1 is shown in FIG. 2.
- the input signal is shown as waveform A of FIG. 2.
- the waveform B of FIG. 2 shows the input signal after is has been filtered by a conventional low-pass filter. Note that the AC signal riding on the input is not present in the low-pass filtered output signal, but the rapid baseline shift occurring between times t 1 and t 2 has affected the output.
- the waveform C shown in FIG. 2 is the output of a high-pass filter without a baseline restoration capability that has received the input waveform shown at the top of FIG. 2.
- the AC signal is initially shown at a zero volt baseline.
- the baseline suddenly shifts in the same manner as the input waveform.
- the baseline of the signal output from the high-pass filter exponentially decays to zero volts with the AC component riding on the exponential decay.
- the AC signal after being amplified and coupled to a visual display, would not be visible until the baseline signal returned to substantially zero volts at about time t 3 .
- the waveform D of FIG. 2 shows the output of the inventive high-pass filter which is the AC component of the input signal (waveform A) maintained at a zero volt baseline and immediately restored to a zero volt baseline at time t 2 .
- FIG. 3A shows a convention low-pass filter 10 consisting of a resistor 12 connected in series between an input terminal 14 and an output terminal 16, and a capacitor 18 connected between the output terminal 16 and a common ground terminal 20.
- the transfer function of the filter 10 is fairly constant up until a cutoff frequency of the filter, and it then declines at the rate of 20 dB per decade.
- the cutoff frequency f c is given by the formula: ##EQU1## where R is the resistance of the resistor 12 and C is the capacitance of the capacitor 18.
- the filter responds to a voltage step applied to its input as shown in the waveforms of FIG. 3B.
- the voltage applied between the input terminal 14 and the ground terminal 20 steps from 0 to V 1 volts, as shown in the upper waveform of FIG. 3B.
- the voltage V 1 gradually charges the capacitor through the resistor 12 so that the output voltage between the output terminal 16 and the ground terminal 20 gradually increases as shown in the lower waveform of FIG. 3B.
- the rate at which the output voltage responds to the voltage step applied to the input terminal 14 is a function of the time constant of the filter, which is equal to the product of the resistance of resistor 12 and the capacitance of capacitor 18.
- the time domain response of the filter is given by the formula: ##EQU2##
- an input waveform 30 is sampled at times t 1 , t 2 . . . t 6 . After each sample is taken, the value of the sample remains constant until a next sample is taken. Each of the samples thus creates a step waveform in which the voltage changes from the prior sample voltage to the voltage of the input waveform 30 when the sample is taken.
- the response of a low-pass filter to each of the samples is given by the formula: ##EQU3##
- the cutoff frequency f c of the filter 10 illustrated in FIG. 2 is given by the formula: ##EQU4## where R is the resistance of the resistor 12 and C is the capacitance of the capacitor 18. This equation can be rearranged to: ##EQU5## Substituting equation [3] into equation [1] yields the equation: ##EQU6##
- the voltage V c is equal to V 0 from the previous sample. Sampling can also occur at a sufficient rate that the input voltage is essentially constant over the sample interval. Under these circumstances, the output voltage V 0 .sbsb.n for sample n is given by the formula: ##EQU7##
- the term 1-l -2 ⁇ f.sbsp.c t can be represented by the constant K since the time constant of the filter is substantially longer than the interval between samples. It will be apparent to one skilled in the art that the term 1-l -2 ⁇ f.sbsp.c t is an exponential increase from 0 to 1 as a function of time.
- the constant K is equal to 1-l -0 which is equal to 1-1 which is equal to 0.
- the constant K is 1-l - ⁇ which equals ##EQU8## which can be reduced to ##EQU9## which equals 1-0 which is equal to 1.
- M is an exponential decay from infinity to 1 as a function of time.
- T time
- M is equal to ##EQU13## which reduces to ##EQU14## which is 1 divided by 0 or infinity.
- M is equal to ##EQU15## which equals ##EQU16## which can further be reduced to ##EQU17## which is equal to 1.
- variable SUM is thus the sum of the variable SUM from the prior sample and an incremental step equal to the difference between the current input to the filter and the output from the filter just prior to taking the current sample.
- the variable SUM is thus, in effect, the sum of all incremental steps that have previously occurred.
- a single high-pass filter 40 can be implemented with a capacitor 42 connected in series between an input terminal 44 and an output terminal 46, and a resistor 48 connected between the output terminal 46 and a common ground terminal 20.
- Equation 11 shows that the high-pass signal can be calculated simply by subtracting the low-pass signal from the input signal.
- a high-pass filter can be implemented by using a digital low-pass filter to obtain a low-pass signal, and then simply subtracting the low-pass signal from the input signal.
- M is calculated as ##EQU19##
- M for the low response time ripple filter is calculated as ##EQU20##
- the inventive fast response time, low-pass filter can also be implemented digitally as illustrated in FIG. 6. As illustrated in FIG. 6, the input signal is supplied to an analog-to-digital converter 80 which digitizes the input signal and applies it to a microprocessor 82. The operation of the microprocessor 82 is controlled by a set of instructions stored in memory 84.
- the memory 84 is also used for other purposes, as is conventional in the art.
- the microprocessor 82 calculates a value corresponding to the output of the filter and applies a corresponding byte to a digital-to-analog converter 86 which then outputs a voltage V 0 .
- the output voltage V OUT accurately follows the input voltage V IN without passing ripple present on the input signal V IN .
- FIG. 7 A flowchart of a program for controlling the operation of the microprocessor 82 is illustrated in FIG. 7.
- the program is entered at 100 where the current value of the low-pass filter voltage V LP is set to zero and the current value of the high-pass filter output V HP is set to zero.
- the program then reads a sample of the input voltage V IN from the analog to digital converter 80 (FIG. 6) at step 102.
- the input sample V IN is then compared to the current low-pass filter output value V LP at 104 by comparing the absolute value of V HP with a predetermined threshold V TH .
- the program branches to step 106, where the low-pass filter output value V LP is set to the current input sample V IN , thereby "precharging" the variable SUM. If the low-pass filter output value V LP is fairly close to the input sample, the program instead branches to 108 where a new low-pass filter output value V LP is calculated using the formula explained above. In either case, the high-pass filter output value V HP is calculated at 110 by subtracting the low-pass filter output value V LP from the current input sample V IN .
- the microprocessor 82 (FIG. 6) then outputs to the D/A converter 86 the high-pass output sample at step 112 before returning to 102 to once again read another input sample from the A/D converter 80. The D/A converter 86 then outputs a voltage corresponding to V HP .
- the high-pass digital filter illustrated in FIG. 6 can also be implemented using the program shown in Table 1 in the C-language.
- the program defines the variable "m" as 16 in line 1 and, in line 2, it defines the threshold V TH which is the maximum allowed deviation of V HP from the zero volt baseline. Memory space is then reserved for the variables SUM, V HP , V IN , and VLP at lines 3-6, respectively.
- Line 7 is a void statement that serves as a program entry point and is called after each sample is taken.
- the program checks at line 8 to determine if the absolute value of the V HP is greater than the threshold V TH . If the program determines at line 8 that the high-pass filter output V HP is within the threshold V TH , the program branches to line 11 where the variable SUM is calculated according to Formula 9 on page 7.
- the program then calculates the low-pass filter output V LP at line 12 using Formula 10 on page 7.
- the high-pass filter output V HP is then calculated as the difference between the input voltage V IN and the low-pass filter output V LP .
- the programs sets the low pass filter output V LP to the input voltage V IN at line 9 and precharges the variable SUM at line 10 by setting it equal to the product of M and V LP .
- the program then performs the calculations at lines 11-13 as described above.
- the program determines at line 8 that the high-pass filter output V HP is outside the threshold V TH , then the variable SUM is "precharged” to restore the baseline starting at line 9.
- V HP sample is calculated as explained above, it is output by the microprocessor 82 (FIG. 6) to the digital-to-analog converter 86 which then outputs a corresponding voltage.
- the program then calls the void filter statement of line 7 to loop through lines 8-13 and calculate a subsequent high-pass filter output V HP sample.
- the microprocessor 82 can directly drive a digital display (not shown) to display the numeric value of the high-pass filtered input signal or a graphic display (not shown) to plot the high-pass filtered value.
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- Engineering & Computer Science (AREA)
- Computer Hardware Design (AREA)
- Mathematical Physics (AREA)
- Analogue/Digital Conversion (AREA)
- Measurement And Recording Of Electrical Phenomena And Electrical Characteristics Of The Living Body (AREA)
- Measurement Of Current Or Voltage (AREA)
Abstract
Description
MV.sub.0.sbsb.n =MV.sub.0.sbsb.n-1 +V.sub.1.sbsb.n -V.sub.0.sbsb.n-1.[8]
SUM.sub.n =SUM.sub.n-1 +V.sub.1.sbsb.n -V.sub.0.sbsb.n-1. [9]
V.sub.H =V.sub.1 -V.sub.L [ 11]
TABLE 1 ______________________________________ 1 #definem 16 2 #define vth 25 3int sum 4 int vhp 5 int vin 6 int vlp 7 void filter (void) { 8 if(abs(V.sub.hp) > V.sub.Th) { 9 V.sub.Lp = V.sub.in ; 10 Sum = m * V.sub.Lp ; } 11 Sum = Sum + V.sub.in - V.sub.Lp ; 12 V.sub.Lp = Sum/m; 13 V.sub.hp = V.sub.in - V.sub.Lp ; } ______________________________________
Claims (13)
Priority Applications (3)
Application Number | Priority Date | Filing Date | Title |
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US08/246,185 US5615234A (en) | 1994-05-19 | 1994-05-19 | Digital high-pass filter having baseline restoration means |
CA002149482A CA2149482A1 (en) | 1994-05-19 | 1995-05-16 | Digital high-pass filter having baseline restoration means |
DE19518528A DE19518528A1 (en) | 1994-05-19 | 1995-05-19 | Digital high-pass filter derived from digital low-pass filter |
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US08/246,185 US5615234A (en) | 1994-05-19 | 1994-05-19 | Digital high-pass filter having baseline restoration means |
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US5615234A true US5615234A (en) | 1997-03-25 |
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US08/246,185 Expired - Lifetime US5615234A (en) | 1994-05-19 | 1994-05-19 | Digital high-pass filter having baseline restoration means |
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CA (1) | CA2149482A1 (en) |
DE (1) | DE19518528A1 (en) |
Cited By (11)
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US5930289A (en) * | 1994-09-12 | 1999-07-27 | Nokia Telecommunications Oy | CDMA reception method and a CDMA receiver which calculates an estimate from samples for each desired signal during a monitoring period |
US6618739B1 (en) * | 1996-11-14 | 2003-09-09 | Altocom, Inc. | Digital filter implementation suitable for execution, together with application code, on a same processor |
US20030172103A1 (en) * | 2000-08-30 | 2003-09-11 | Martin Feldtkeller | Filter configuration, method for filtering an analog filter input signal, and power factor controller |
US20050047613A1 (en) * | 2003-09-02 | 2005-03-03 | Ess Technology, Inc. | System and method for digital volume control |
US7477660B1 (en) | 2001-01-24 | 2009-01-13 | Infineon Technologies North America Corp. | Data processing unit |
US20100074310A1 (en) * | 2000-07-31 | 2010-03-25 | Pierte Roo | Active resistive summer for a transformer hybrid |
US8050645B1 (en) | 2000-07-31 | 2011-11-01 | Marvell International Ltd. | Active resistive summer for a transformer hybrid |
CN105099397A (en) * | 2015-05-22 | 2015-11-25 | 深圳迈瑞生物医疗电子股份有限公司 | Baseline reply method, device and medical testing equipment |
FR3037408A1 (en) * | 2015-06-12 | 2016-12-16 | Commissariat Energie Atomique | CIRCUIT FOR MEASURING THE ALTERNATIVE COMPONENT OF THE VOLTAGE OF AN ENERGY STORAGE ELEMENT |
US9936282B2 (en) * | 2016-04-14 | 2018-04-03 | Cirrus Logic, Inc. | Over-sampling digital processing path that emulates Nyquist rate (non-oversampling) audio conversion |
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US6249796B1 (en) | 1998-12-08 | 2001-06-19 | Siemens Medical Systems, Inc. | Real-time technique for reducing the settling time of a high pass filter |
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Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US4125812A (en) * | 1977-06-17 | 1978-11-14 | Bunker Ramo Corporation | Apparatus for baseline restoration in an AC-coupled signal |
US4237424A (en) * | 1978-08-18 | 1980-12-02 | Ortho Diagnostics, Inc. | Gated baseline corrector |
US5303173A (en) * | 1991-08-29 | 1994-04-12 | Shinsaku Mori | Adaptive digital filter, and method of renewing coefficients thereof |
-
1994
- 1994-05-19 US US08/246,185 patent/US5615234A/en not_active Expired - Lifetime
-
1995
- 1995-05-16 CA CA002149482A patent/CA2149482A1/en not_active Abandoned
- 1995-05-19 DE DE19518528A patent/DE19518528A1/en not_active Withdrawn
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US4125812A (en) * | 1977-06-17 | 1978-11-14 | Bunker Ramo Corporation | Apparatus for baseline restoration in an AC-coupled signal |
US4237424A (en) * | 1978-08-18 | 1980-12-02 | Ortho Diagnostics, Inc. | Gated baseline corrector |
US5303173A (en) * | 1991-08-29 | 1994-04-12 | Shinsaku Mori | Adaptive digital filter, and method of renewing coefficients thereof |
Cited By (20)
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US5930289A (en) * | 1994-09-12 | 1999-07-27 | Nokia Telecommunications Oy | CDMA reception method and a CDMA receiver which calculates an estimate from samples for each desired signal during a monitoring period |
US6618739B1 (en) * | 1996-11-14 | 2003-09-09 | Altocom, Inc. | Digital filter implementation suitable for execution, together with application code, on a same processor |
US7398288B2 (en) | 1996-11-14 | 2008-07-08 | Broadcom Corporation | Efficient implementation of a filter |
US8050645B1 (en) | 2000-07-31 | 2011-11-01 | Marvell International Ltd. | Active resistive summer for a transformer hybrid |
US8880017B1 (en) | 2000-07-31 | 2014-11-04 | Marvell International Ltd. | Active resistive summer for a transformer hybrid |
US8503961B1 (en) | 2000-07-31 | 2013-08-06 | Marvell International Ltd. | Active resistive summer for a transformer hybrid |
US20100074310A1 (en) * | 2000-07-31 | 2010-03-25 | Pierte Roo | Active resistive summer for a transformer hybrid |
US8045946B2 (en) | 2000-07-31 | 2011-10-25 | Marvell International Ltd. | Active resistive summer for a transformer hybrid |
US20030172103A1 (en) * | 2000-08-30 | 2003-09-11 | Martin Feldtkeller | Filter configuration, method for filtering an analog filter input signal, and power factor controller |
US6753798B2 (en) * | 2000-08-30 | 2004-06-22 | Infineon Technologies Ag | Filter configuration, method for filtering an analog filter input signal, and power factor controller |
US7477660B1 (en) | 2001-01-24 | 2009-01-13 | Infineon Technologies North America Corp. | Data processing unit |
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US6907129B2 (en) * | 2003-09-02 | 2005-06-14 | Ess Technology, Inc. | System and method for digital volume control |
US20050047613A1 (en) * | 2003-09-02 | 2005-03-03 | Ess Technology, Inc. | System and method for digital volume control |
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US9936282B2 (en) * | 2016-04-14 | 2018-04-03 | Cirrus Logic, Inc. | Over-sampling digital processing path that emulates Nyquist rate (non-oversampling) audio conversion |
CN110575159A (en) * | 2018-06-11 | 2019-12-17 | 深圳市理邦精密仪器股份有限公司 | Signal baseline resetting method and device and monitor |
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Also Published As
Publication number | Publication date |
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CA2149482A1 (en) | 1995-11-20 |
DE19518528A1 (en) | 1996-01-04 |
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